Hellinger Distance Calculator
Free online hellinger distance calculator. Enter your values and get instant results with the formula, step-by-step working, a worked example and FAQs — everything runs locally in your browser on Calcton, no signup required.
中文版:Hellinger 距离计算器
原理:Hellinger 距离 H(p, q) = √(1 − BC),其中 BC 是 Bhattacharyya 系数;等价定义 H = (1/√2)·√(Σ(√p_i − √q_i)²)。先把概率开平方再比欧氏距离,使小概率的差异被放大、大概率被压缩。
步骤:① 输入两个分布;② 点击计算;③ 读出 BC 与 Hellinger 距离。
示例:p = (0.7, 0.3)、q = (0.2, 0.8) 时 BC = 0.864063687234、H = 0.36869542005;p = (0.5, 0.5)、q = (0.9, 0.1) 时 H = 0.324919696233。
注意事项:H 取值 0 到 1,1 表示支撑完全分离;H 是真正的度量(对称、三角不等式成立);对零概率鲁棒——开平方把零映射为零;机器学习里它常用于分布漂移检测与生成模型评估;对高斯分布有解析式(均值差与方差比)。
相关:巴氏距离计算器给同一系数的对数口径;总变差距离计算器是线性口径的有界对称距离;Jensen-Shannon 计算器是度量化的对数口径。
How to use the Hellinger Distance Calculator
- Fill in the inputs with your own numbers — every field shows what it expects.
- The result updates instantly as you type; no "Calculate" click needed.
- Read the result card for the main figure, the step-by-step formula, and practical notes.
Frequently asked questions
Is the Hellinger Distance Calculator free?
Yes — all math calculators on Calcton are free, with no sign-up required. Your inputs are processed in your browser and never sent to a server.
Is there a Chinese version of this tool?
Yes. Use the Chinese version link above — it is the same calculator with the interface in Simplified Chinese.
References
Formulas and benchmarks used by this calculator follow these published sources.
KevinContent LeadCalcton Editorial Team · Last updated 2026-10-06
Kevin maintains Calcton's formula verification and content: every calculator cites the standard it implements, worked examples are recomputed programmatically, and health benchmarks follow WHO and international guidelines.
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